The work
behind the work.
Ongoing experiments in language, local AI and creative workflows. A place for the questions, prototypes and honest results that shape our work, limits included.
Speech, language and everyday writing.
Naavil brings together local speech recognition and native desktop workflows. The current build includes Tamil and other Indian language choices, with recognition quality, mixed-script behavior and device testing still being evaluated.
This work is about the whole experience: deliberate activation, capturing speech, reviewing text and writing into the apps people already use. Language selection is not a promise of equal accuracy across languages or accents.
Explore NaavilConnecting intent to creative tools.
FL Studio MCP and Logic Pro MCP investigate a practical question: how can an AI client assist inside an existing creative workflow without hiding the tool’s limitations?
The projects connect to local music software through supported interfaces. Setup, permissions and what can be confirmed matter as much as the commands themselves. Their public repositories contain the current implementation and limits.
Explore the MCP projectsTest the idea. Keep the uncertainty.
Our internal experiments include local model workflows, advisory-agent evaluations and creative production systems. We compare behavior, record constraints and distinguish a promising prototype from a release-ready product.
A single experiment does not establish a general performance improvement. We treat results as evidence for the next iteration, with the limits attached.
Discuss a research collaborationWhat this research is becoming: see what we are building now